{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Bulk GaAs**\n",
    "\n",
    "This example shows how to calculate the phonon dispersions for GaAs using the ABCM module.\n",
    "1. Setup the lattice and basis atoms\n",
    "2. Set force constants for each type of interactions\n",
    "3. Set k-path of interest\n",
    "4. Run the calculation\n",
    "\n",
    "Let's import some necessary modules and set the matplotlib backend to \"inline\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from Latdyn import ABCM,BulkBuilder,default_k_path\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Step 1*. setup the lattice and basis atoms. Here I made some assumptions to the charges of the particles. Basically I assumed along the bond direction, the force should be zero. The Zinc Blende structure can be made from a diamond structure by replacing the second ion in the basis with another kind of ion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "r12 = 1.5 # r_cation/r_anion\n",
    "cc = 4*r12*r12/(1+r12*r12) # charge of cation, for tetrahedral bonding\n",
    "ca = 4 - cc # charge of anion, for tetrahedral bonding\n",
    "\n",
    "a,b,bc,symion,symbc = BulkBuilder(\"diamond\",withBC=True,r12=1.5)\n",
    "basis = np.vstack((b,bc))\n",
    "mass = [69.723,74.92160]\n",
    "symbol = ['Ga','As','BC','BC','BC','BC']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Input these varibles into the ABCM module to complete the initial setup. Since GaAs is a polarised binary we need the long range interaction to account for this effect, which is done with the Ewald method. *eps* is the long range force constant, which is denfined as $\\frac{q^2}{4\\pi\\epsilon}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "calc = ABCM(lvec=a,basis=basis,mass=mass,symbol=symbol)\n",
    "calc.set_ewald(charge=[cc,ca,-1,-1,-1,-1],eps=1.15563,rgrid=[2,2,2],kgrid=[2,2,2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also inspect the nearest neighbours of this configuration, including the bond-charges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The nearest neighbours for all basis atoms:\n",
      "Atom 0: Ga at [  0.0000   0.0000   0.0000 ] has 8 n.n.\n",
      "     0. BC [ -0.1500  -0.1500   0.1500 ] bond:  0.2598 label 3\n",
      "     1. BC [ -0.1500   0.1500  -0.1500 ] bond:  0.2598 label 4\n",
      "     2. BC [  0.1500  -0.1500  -0.1500 ] bond:  0.2598 label 5\n",
      "     3. BC [  0.1500   0.1500   0.1500 ] bond:  0.2598 label 2\n",
      "     4. As [ -0.2500   0.2500  -0.2500 ] bond:  0.4330 label 1\n",
      "     5. As [  0.2500   0.2500   0.2500 ] bond:  0.4330 label 1\n",
      "     6. As [ -0.2500  -0.2500   0.2500 ] bond:  0.4330 label 1\n",
      "     7. As [  0.2500  -0.2500  -0.2500 ] bond:  0.4330 label 1\n",
      "Atom 1: As at [  0.2500   0.2500   0.2500 ] has 8 n.n.\n",
      "     0. BC [  0.3500   0.1500   0.3500 ] bond:  0.1732 label 4\n",
      "     1. BC [  0.1500   0.3500   0.3500 ] bond:  0.1732 label 5\n",
      "     2. BC [  0.3500   0.3500   0.1500 ] bond:  0.1732 label 3\n",
      "     3. BC [  0.1500   0.1500   0.1500 ] bond:  0.1732 label 2\n",
      "     4. Ga [  0.5000   0.0000   0.5000 ] bond:  0.4330 label 0\n",
      "     5. Ga [  0.5000   0.5000   0.0000 ] bond:  0.4330 label 0\n",
      "     6. Ga [  0.0000   0.5000   0.5000 ] bond:  0.4330 label 0\n",
      "     7. Ga [  0.0000   0.0000   0.0000 ] bond:  0.4330 label 0\n",
      "Atom 2: BC at [  0.1500   0.1500   0.1500 ] has 8 n.n.\n",
      "     0. As [  0.2500   0.2500   0.2500 ] bond:  0.1732 label 1\n",
      "     1. Ga [  0.0000   0.0000   0.0000 ] bond:  0.2598 label 0\n",
      "     2. BC [  0.3500   0.1500   0.3500 ] bond:  0.2828 label 4\n",
      "     3. BC [  0.1500   0.3500   0.3500 ] bond:  0.2828 label 5\n",
      "     4. BC [  0.3500   0.3500   0.1500 ] bond:  0.2828 label 3\n",
      "     5. BC [  0.1500  -0.1500  -0.1500 ] bond:  0.4243 label 5\n",
      "     6. BC [ -0.1500  -0.1500   0.1500 ] bond:  0.4243 label 3\n",
      "     7. BC [ -0.1500   0.1500  -0.1500 ] bond:  0.4243 label 4\n",
      "Atom 3: BC at [ -0.1500  -0.1500   0.1500 ] has 8 n.n.\n",
      "     0. As [ -0.2500  -0.2500   0.2500 ] bond:  0.1732 label 1\n",
      "     1. Ga [  0.0000   0.0000   0.0000 ] bond:  0.2598 label 0\n",
      "     2. BC [ -0.3500  -0.1500   0.3500 ] bond:  0.2828 label 5\n",
      "     3. BC [ -0.1500  -0.3500   0.3500 ] bond:  0.2828 label 4\n",
      "     4. BC [ -0.3500  -0.3500   0.1500 ] bond:  0.2828 label 2\n",
      "     5. BC [  0.1500  -0.1500  -0.1500 ] bond:  0.4243 label 5\n",
      "     6. BC [ -0.1500   0.1500  -0.1500 ] bond:  0.4243 label 4\n",
      "     7. BC [  0.1500   0.1500   0.1500 ] bond:  0.4243 label 2\n",
      "Atom 4: BC at [ -0.1500   0.1500  -0.1500 ] has 8 n.n.\n",
      "     0. As [ -0.2500   0.2500  -0.2500 ] bond:  0.1732 label 1\n",
      "     1. Ga [  0.0000   0.0000   0.0000 ] bond:  0.2598 label 0\n",
      "     2. BC [ -0.3500   0.1500  -0.3500 ] bond:  0.2828 label 2\n",
      "     3. BC [ -0.1500   0.3500  -0.3500 ] bond:  0.2828 label 3\n",
      "     4. BC [ -0.3500   0.3500  -0.1500 ] bond:  0.2828 label 5\n",
      "     5. BC [  0.1500   0.1500   0.1500 ] bond:  0.4243 label 2\n",
      "     6. BC [  0.1500  -0.1500  -0.1500 ] bond:  0.4243 label 5\n",
      "     7. BC [ -0.1500  -0.1500   0.1500 ] bond:  0.4243 label 3\n",
      "Atom 5: BC at [  0.1500  -0.1500  -0.1500 ] has 8 n.n.\n",
      "     0. As [  0.2500  -0.2500  -0.2500 ] bond:  0.1732 label 1\n",
      "     1. Ga [  0.0000   0.0000   0.0000 ] bond:  0.2598 label 0\n",
      "     2. BC [  0.1500  -0.3500  -0.3500 ] bond:  0.2828 label 2\n",
      "     3. BC [  0.3500  -0.1500  -0.3500 ] bond:  0.2828 label 3\n",
      "     4. BC [  0.3500  -0.3500  -0.1500 ] bond:  0.2828 label 4\n",
      "     5. BC [ -0.1500  -0.1500   0.1500 ] bond:  0.4243 label 3\n",
      "     6. BC [  0.1500   0.1500   0.1500 ] bond:  0.4243 label 2\n",
      "     7. BC [ -0.1500   0.1500  -0.1500 ] bond:  0.4243 label 4\n"
     ]
    }
   ],
   "source": [
    "calc.get_nn_label() # inspect the n.n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Step 2*. Set short range force constants. $\\alpha$ is the bond stretching force while $\\beta$ is the bond bending force. $\\sigma$, which accounts the derivation from equilibrium positions, can also be incorporated. However, it is not used in this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: 'sigma' keys have been skipped.\n"
     ]
    }
   ],
   "source": [
    "a_dict = {'Ga-As': 12.879483288119953, 'As-BC': 6.0682575522572426, 'Ga-BC': 12.145008366316286}\n",
    "b_dict = {'As-BC': 13.222594159775916}\n",
    "fc_dict = {\"alpha\":a_dict,\"beta\":b_dict}\n",
    "calc.set_fc(fc_dict)\n",
    "# print np.array(calc.fc) # you can inspect the force constant tensors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Step 3*. Define k-path. The generation of k-path has been made very easy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating k path for fcc structure:\n",
      "$\\Gamma$ -> X -> U -> L -> $\\Gamma$ -> K -> X -> W\n"
     ]
    }
   ],
   "source": [
    "kpts, point_names, x, X = default_k_path(\"fcc\",a,num=300)\n",
    "calc.set_kpts(kpts,crys=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*Step 4*. Run the calculation and plot the dispersions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABMUAAAMLCAYAAABO6yArAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1091a1f10>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 389,
       "width": 610
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "calc.get_ph_disp()\n",
    "calc.plot(mytup=(point_names,x,X))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also calculate the DOS of this material easily."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+QAAAKbCAYAAAB8XkCxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109006b10>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 333,
       "width": 498
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "calc.get_dos(kgrid=(8,8,8))\n",
    "calc.plot_dos()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Likewise, we could calculate the specific heat and the thermal conductivity. tau in \"get_therm_cond\" is the mean phonon lifetime $\\tau$ in nanosecond. alat is the lattice constant $a_0$ of GaAs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABAwAAAKbCAYAAABxUBi3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAWJQAAFiUBSVIk8AAAIABJREFUeJzs3Xm4ZFV97//3abqBbkZBBCMSBgfQaMSoeI1Kg4pjHKIx\nuUqc4k1iYpyS3HhjlI1eE02cNZiYqyaQSf3FWcEBUMCoEUUFBUEGBVsGZWjGpvuc/v2x9klVn7FO\nnVX1XbX2+/U8+9l1alft+lTV9zR819l7bZAkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIk\nSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIk\nSZJ2sA/wYuBjwA+B24AbgbOBFwFTK9zfgcAHgE3AHcDlwNuBvTPllSRJkiRJY/D7wAxwFXAK8Ebg\n/cAN7f0fWcG+DgOuaZ/3UeAvgdPbny8kDU5IkiRJkqQJcAzw5AXu3x/4EanZ//UB9/W59vF/OOf+\nt7b3v3fIjJIkSZIkqSD/h9Tov3OAxx7WPvbSBbbtDtwC3AxsyJZOkiRJkqRM1kQHmDDb5qyXcky7\n/vwC224BvgLsBjw8Qy5JkiRJkrJywGBwa4HntbdPG+Dx923XFy+y/ZJ2fe/VhJIkSZIkaRQcMBjc\nm4D7A58BvjDA4/dq1zctsn32fq+WIEmSJEkqjgMGg3kZ8CrSlQ1+OziLJEmSJEkjtzY6wAR4KfAO\n4HvAY4AbB3ze7BEEey2yffb+Qfa3fcDXlCRJkiRNnqnoAAvxCIOlvQJ4F3A+aRLDa1fw3Iva9X0X\n2T47d8FicxzMcrBAkiRJkupm3zdh/ox0WcRvAvsM8fxD6V1Wce5o0R70Lqu4fpn9bMfiUR2sY9XC\nWlYtrGXVwDpWDez5JsxrSc3+f7H8pIRrgcNJAwRzndbu56Vz7n9be/9JA2SxeFQL61i1sJZVC2tZ\nNbCOVYNie74iz5MI9nzgg8A08G5g8wKPuRz4p/b2wcBlwI+AQ+Y87lDgP4G7AZ8gnaZwFLAR+AHw\nCOCGZfLMFo7flSbddqxj1cFaVi2sZdXAOlYN7PkmyAmkv/5Pt+uFljP6Hn9we99li+zvQOADwCZg\nC2mw4W0sPhniXMWONkkrZB2rFtayamEtqwbWsWpgz6ehWTyqhXWsWljLqoW1rBpYx6pBsT2fV0mQ\nJEmSJEnzOGAgSZIkSZLmccBA0ricGB1AysRaVi2sZdXAOpbUacWezyJJkiRJWrViez6PMJAkSZIk\nSfM4YCBJkiRJkuZxwEDSuDTRAaRMmugAUiZNdAApgyY6gCRFKvZ8FmmFrGPVwlpWLaxl1cA6Vg2K\n7fk8wkDSuDiLsWphLasW1rJqYB1L6rRiR5skSZIkSatWbM/nEQaSJEmSJGkeBwwkSZIkSdI8DhhI\nkiRJkqR5HDCQJEmSJEnzOGAgaVya6ABSJk10ACmTJjqAlEETHUCSIhU7Y6a0QtaxamEtqxbWsmpg\nHasGxfZ8HmEgaVy8TrJqYS2rFtayamAdS+q0YkebJEmSJEmrVmzP5xEGkiRJkiRpHgcMJEmSJEnS\nPA4YSJIkSZKkeRwwkCRJkiRJ8zhgIGlcmugAUiZNdAApkyY6gJRBEx1AkiIVO2OmtELWsWphLasW\n1rJqYB2rBsX2fB5hIGlcvE6yamEtqxbWsmpgHUvqtGJHmyRJkiRJq1Zsz+cRBpIkSZIkaR4HDCRJ\nkiRJ0jwOGEiSJEmSpHkcMJAkSZIkSfM4YCBpXJroAFImTXQAKZMmOoCUQRMdQJIiFTtjprRC1rFq\nYS2rFtayamAdqwbF9nweYSBpXLxOsmphLasW1rJqYB1L6rRiR5skSZIkSatWbM/nEQaSJEmSJGke\nBwwkSZIkSdI8DhhIkiRJkqR5HDCQJEmSJEnzOGAgaVya6ABSJk10ACmTJjqAlEETHUCSIhU7Y6a0\nQtaxamEtqxbWsmpgHasGxfZ8HmEgaVy8TrJqYS2rFtayamAdSyM0FR1Ay5odafK7kiRJkqTBrZmz\n7LTMz4M8ZhT7OLnNW1zPtzY6gCRJkiR1yBS9pnFt33rtAvf1r/uXNcv8nOsxk7LfxRpxrZIDBpIk\nSZJGbYrUzK0j9SD964XuW2zbIM31sNvGuW+NzzQw07cs9/Mgj8m9j+NH9u5XqbhDHjSPpyRIkiR1\nzxpSk7xz33ru7aW2DdqAj3pb/1o9M8A2UtPYv17ovulFlpkx/xzxmivJsFAjXuREggsotufzF1eS\nJEldshOwywqXpRrzQW4P85wa/wo9A2xtl22LrJfato2lm+rFtpX2+Gkmp5FVxzlgIGlcGrxWsurQ\nYC2rDg3jq+V1wK7A+kXWK23gh10mrRHfCtzZt2wd8PbcZdjmfDXPX6jRn8n78QD+myyNVHGHPGie\nYg9PkVZoO9ax6mAta5KtIzXp64GrgSNYupHPtS6pSd8ObFnBcmffetCGfZgmf+7tbfhX6EH4b7Jq\nUGzP5xEGksbF6ySrFtayRmUdsAHYrV1vWOTnYR+zoX2NfheO8g31mQFub5c75qy3tLfnNuijWmzE\n6+K/ydIIFTeCoXmKHW2SJKmjdgZ271v2mPPzIMtsM9/f1I/jDzkzwG0s3LiPcr11DO9NkiZVsT2f\nRxhIkqTarSE19Xv2LXstcHvQxn/uX+lzmQZuJTX0s+u5y0L3r+S+rfjXdUnSgBwwkCRJpVpDatDn\nNvgr/XmPzLmmgZvb5ZZlloUec2u7ntvc+1d4SVJRHDCQJEmjtA7YG7hL3/ouC/y80La9SIMGOdwC\nbAZuateb5/x8c7teqtGfXe7Ev9JLkjrAAQNJkjSIXYF92+WuC9xerPHfbZWveyu9pn6xZn+5n28h\nHRUgSZJWwAEDSePS4HWSVYeGya7lKdIEe/3N/kIDAHPXwzb+08CN7XJDu/Tfnvtz/+2bSDPaazQa\nJruWJbCOpZEqbhZGzVPsjJnSCnmdZNWixFreGdgP2B+42wLr2dv7kZr/XYd4ja3Az4GfLbC+vl0W\nav5vxsP3S1ViLUsrZR2rBsX2fB5hIGlcvE6yajGuWt4FOAD4hXa91GDAXVa47zuY3/gvNhgwu83G\nvz7+u6waWMfSCEWNYOwCPBx4KPBLwC+S/odn9nDHW4FrgSuA84FvAF8nTTLUNcWONkmShtI/EPAL\nwN3nrGdv77uCfU6T/rs5u1wzZz17+zrSIMBtGd6HJEnKo9ieb5yBNgC/DjwbOLb9eSVuBc4EPgz8\nB3B71nTlKrZ4JEk7mCL9pf+e7XIQcCDDDwRsA64GNrXra5g/ADC7vgGYyfQ+JEnSeBXb840j0GHA\nK4Dnk66lnMMtwCnAO4BLMu2zVMUWjyR1zHp6AwH96/7bg0wMOA38tF02tctCt3+GgwCSJHVBsT3f\nKAMdCrwe+C0Wv4byFcAPgZ+Q/jpyW5tpPbAP6S8z9yL9j9hCZoAPASe0+6lRscUjSRWZIv1351Dg\nEOBg5g8ODHJkwC3Aj9vlSuAqegMBs4MB1+FAgCRJ6im25xtFoD1Ik4+8lPmTKn4H+Czp1IJvkC6X\nNIi9gKOAY4AnAg+cs30rcBLwOtKkTDUptngkacKsJw0EHEJvYKB/vccyz99KGgCYHQy4su/27Pom\nnBhQkiStTKd6vp+S/nIyu1xJOtLgXhlf416k661eOee1fprxNUqxHf/nU3VoogOoE/YAHgz8JvBa\n4GTgHNJf97cvs9xMGtj+OOmUt1cCzwIeRpp7YPZouWYs70QavSY6gJRBEx1AyqDYnm8UIxizh1l+\nB3gT8BFGd+jlTsAzgf8D/DLpQ95pRK8VpVOjTaqa10lWLutJ8+PcB7h3u8zePmCJ520DfgRcDlzW\nrvtv/5zB/mNtLasW1rJqYB2rBp3q+S4mNfHj9kzgooDXHbViR5ukFWqiA2ji7AccDbwEeDfwRVLD\nP8PiRwncAVwAfBR4M/BiYCPp8r1zT5MbVpNpP1K0JjqAlEETHUDKoNiebxQjGGtJf8WJEPnao9Kp\n0SZJnTNFOirgfgssd13kOdtIRwVcQhqkvqTv9lU4oaAkSZosxfZ8xQXSPMUWjySt0D6k08d+Gbg/\nvYGBvRd5/Gbg+33LhaRBgSuob3BYkiR1V7E9X67DMyVJmrWGdNWBXwYe1Le+5yKPvwH4HjsODnyf\n3kSFkiRJCuCAgSRpNTYAD2DHwYEHArsv8Njbge+SJsU9n94gwbU4MCBJklQcBwwkSYPahTQg8FDg\nIe36CHqXG+y3Cfg2aXDgO+3tHwLTY0kqSZIkdUCxM2ZKK9REB9CKrCUNDvwO8HfAN4E7mX9Vgm2k\nowZOAf4YeCzp6gY1a6IDSJk00QGkDJroAFIGxfZ8xU2qoHmKnQBDWiGvk1y2fYCHA/8DeATwMOaf\nVrCdNPHgucA32uU7pEsZdom1rFpYy6qBdawaFNvzeUqCpHE5MTqA/tsa4HDSwMDsAMHhCzzucuC/\nSAMD5wLfAm4eU8aSWcuqhbWsGljH0ggVN4KheYodbZI0MXYiTUR4dLs8Cth3zmO2kAYGvgr8J/A1\n4OoxZpQkSeqqYnu+cR5hMHuo643A50gTYkmS8lsHHElvgOCRwF5zHvMT4CukwYGvkiYlvHOMGSVJ\nktQBuwJ/Dnwa+Bfguew4MrIL8CFgpm+5DXjVeGNOrGInwJBUjCng/sDLSf8W38z8yQkvB/4ReCFw\nKAWOYEuSJHVUtT3fOtJfp2bmLF+jd7jrexfYPkO6tNbvjDnvJKq2eCStyt2B3wb+iXS0wNwBgouB\nfwCOBw4KyihJkqTlVdvzvYDU/J8H/DvwceDS9r4vA/clXXLrU8CLgScAzwROAC4Bfg7sPO7QE6ba\n4pG0IrsAjwPeBpzP/AGCq4F/Bp4P3CMooyRJklau2p7vK8CzF7j/KNKlts5h8aMI1gGfBZ4ymmjV\nqLZ41DlNdIAJdHfSv6EfZf5pBreS/g19FfAAPMVgnJroAFImTXQAKYMmOoCUQbU937lLbDsAuHaZ\n5z8V+ON8capUbfGoc6zj5a0BHka6RNS5zD+K4LvAXwEbSUccKIa1rFpYy6qBdawaFNvzrfYqCbcv\nse1q4PvLPH92PgNJ9fM6yQtbBxxDOl3racD+fdvuAE4HPtMuPx57Oi3EWlYtrGXVwDqWCvZvwK+0\nt+8G/Dqwe9/2dy7z/BOA40aQqybFjjZJGtquwK+RrlpwPTseRfAj4CTgScD6oHySJEkan2p7vsOB\nC4EHAj8gXfngU0s8/unAt4A/BfYgTZboYbVLq7Z4pI7ZDXgWaaB1MzsOEnwfeD3wIJyLQJIkqWuq\n7vl+FfgevdML3rfEY7/ePmYLacLEF4483eSrunikyq0DnkwaJLiNHQcJzgP+AjgiLJ0kSZJKUH3P\nN0W6hOKRyzzupcAtpKMSnj/qUJWovnikykwBDwfeA1zHjoMEXyMdYXVoWDpJkiSVxp5PQ7N4pMlw\nb9KlnX7I/NMN/hw4OCqYJEmSimbPp6FZPKpFEx1gBPYAfpd05ED/IMEm4K2ko66ck6A+TXQAKZMm\nOoCUQRMdQMrAnk9Ds3hUi1rqeAp4KPAPpFOsZn9HbyZd9eCxwE5R4TQWtdSyZC2rBtaxatD5nm9j\ndIAJ1vniUTWa6ACrtDfwh8C32fFogrOA3wY2xEXTmDXRAaRMmugAUgZNdAApg873fGdGB5hgnS8e\nKdAU8AjSkQP9Vzn4GfAW0qVlJUmSpNXofM/ngMHwOl88UoCdgeOBb7Lj0QSnA78J7BIXTZIkSZXp\nfM/ngMHwOl880hjdFXgNadLC2d+964A3AfcKzCVJkqR6db7nc8BgeJ0vHmkM7gf8PXA7vd+5C4AX\nA+sDc0mSJKl+ne/5HDAYXueLRxqRKeDxwGnseNrBZ4DH4eUQJUmSNB6d7/kcMBhe54tH1WiiA7TW\nAE8HzqX3+3Ub8F6cxFCDaaIDSJk00QGkDJroAFIGne/5HDAYXueLR9WIruM1wG8A36H3e3U18Gpg\nn8BcmjzRtSzlYi2rBtaxatD5ns8Bg+F1vnhUjSbodXcCngN8j97v00+Al+H8BBpOEx1AyqSJDiBl\n0EQHkDLofM/ngMHwOl880pDWAs8HfkDv9+hHwEuAXQNzSZIkSf063/M5YDC8zhePtEI7AccDl9L7\n/bkU+B1g58BckiRJ0kI63/M5YDC8zhePNKAp4CnAd+n93lwMPI90tIEkSZJUos73fA4YDK/zxSMN\n4BHA2fR+X34MvJB0tIEkSZJUss73fA4YDK/zxSMt4RDgQ/R+T34GvBLnKJAkSdLk6HzP54DB8Dpf\nPKpGk3FfewFvBraQfj9uB/4vsGfG15AW00QHkDJpogNIGTTRAaQMOt/zvSs6wATrfPGoGjnqeA3w\nIuBaer8bpwD3zLBvaVD+m6xaWMuqgXWsGtjzaWgWj2rRrPL5DwG+Ru934hzgoavcpzSMJjqAlEkT\nHUDKoIkOIGVgz6ehWTzqun2BvwNmSL8Lm4DnkK6KIEmSJE06ez4NzeJRV00BxwPXkX4HtgJ/DewR\nGUqSJEnKzJ5PQ7N41EWHAZ+nV/9nAEeEJpIkSZJGw55PQ7N41CVrgT8jXfVgO/Bz4AV4+oEkSZLq\nZc+3gIOB1wKfA34M3AxMD7jMtOsusHjUFfcDvsGOVz/YLzSRJEmSNHr2fH12Ip2HfCep8R92ccBA\nmizNIvfPHlWwhVTrPwYeP6ZM0jCa6ABSJk10ACmDJjqAlIE9X59/Z3UDBf1LF1g8qsVCdXxfdrxU\n4vuAPccZShqC/yarFtayamAdqwbF9nxrx/x6zwSe3ffzZuDDpIbhauC2FeyryA9U0qJO7Ls9Bfwu\n8HZgPXAV8GLSKUpS6U5c/iHSRLCWVQPrWKrIZ+kdHfAV4K6xcSZCsaNN0pD2Az5Br7ZPBvYOTSRJ\nkiTFsedrXU0aLNgKHBScZVJYPKrJ44Gfkmr6RuC3YuNIkiRJ4ez5WltJAwbfjA4yQSwe1WAt8Ff0\n6vnLOGgoSZIkgT3ff7uONGDwxeggE8Ti0aS7B3AWqY63Aa8hXS1FkiRJkj3ffzudNGBwYXSQCWLx\naJIdB1xLquFNwKNj40iSJEnFsedr/T5pwGAaODQ4y6SweDSJ1gAnkH7ftwNfAP4mNJGUTxMdQMqk\niQ4gZdBEB5AysOdr7QpcQmoiPh6cZVJYPJo0e9K7CsIM8DrSKQjWsWphLasW1rJqYB2rBvZ8fR5E\nmh19BjgF2D02TvEsHk2S+5BOOdoO3AA8oW9bExFIGoEmOoCUSRMdQMqgiQ4gZVBszzcV9Lq/BPx/\npObiBuDfga+SLrt45wr2c1b+aMWZLZyo70oa1JOBfyUdYfA94OnAD0MTSZIkSeWz55tjDfBiepdZ\nHGaZHnvqGMWONkmtKeBV9OYr+A9gj9BEkiRJ0uSw5+uzH/Athh8ocMBAKsda4O/o1elrcWRUkiRJ\nWgl7vtZ64HxWP1gwu3SBxaNS7QmcRqrPO4DfjI0jSZIkTSR7vtafsmPDfxbwP4FDgA2BuRbyLODd\nwNnAZnqTNK7UFSw+4PHTAZ5v8ahEB5EG/7YD1wL/IzaOJEmSNLHs+VrfoNcsvzc4y3K+Tcp5E/D9\n9vbJQ+znCuB60qXl5i6vGuD5Fo9K8wDgJ6S6vBA4dMDnNaMKJI1ZEx1AyqSJDiBl0EQHkDKw52vd\nQmq8b6G8Iwrm2ggc1t4+mtUNGFy2ihwWj0rySNKVTbYDXwbusoLnWseqhbWsWljLqoF1rBoU2/Ot\nHfPrrWnX3wFuG/Nrr9SX+m47iZsEvwZ8GNgV+BjwHNLcBYM6cRShpADWsmphLasG1rFUkUtIf6k/\nMzrICm1kdUcYbAKOB/4ceHm7vzWLP2UHxY42qVNeCGwj1eL7gJ1i40iSJEnVsOdr/Rup8b4yOsgK\nbWT4AYPLWXjCw0uBRw/wfItH0f6IXh2+AY+4kSRJknKy52s9ntQsTzNYs1yKjQw/YPC69vn7kQ7l\nvj9pwsdp4Fbggcs83+JRpD+hV4MvD84iSZIk1cier89HSM33+aTruE+CjQw/YLCYv2n3+dFlHmfx\nKMpfkGpvBvjd4CySJElSrez5+uwFnE5qQi4gzbpeuo3kHzA4rN3ndcs8bvsAy5fadbPIPhq3u30F\n26dIpx7MDhZ8vLB8bne7293udre73e1ud/ukbZ+9b6mlOOM+F/kE0gexFngJsG/780XAV4GrgTtX\nsL/X5w64iI3AGcA/A8/LtM+9SJenu4OlLzE5WzieN65xmAL+Eng16bSZ5wH/mmnfDYv/oypNkgZr\nWXVosJY1+RqsY00+e77WQpP/DbtMjzH3RvIfYTA7n8MFyzyu2NEmVWl2UG8r8KzM+7aOVQtrWbWw\nllUD61g1sOdr1TpgsBY4HDh0zv2HA7st8PiD6V1i8tXLvLbFo3H536RamwaePYL9NyPYpxShiQ4g\nZdJEB5AyaKIDSBkU2/ON+5CHL2Xc13bgmIz7m+vp7QJwAHAccBlwTnvfdcCftrcPbrf9CDikbx8N\n8MfAl4EfAzeT5i54MrAL8BngGaTr2y/Gw1M0Di8D3kmqtxeQ92gaSZIkSYuz55tAJ9A7kqF/mT3C\n4bK+xx68wH2QLh35r8CFpPkK7gSuAT4HHD9gjmJHm1SN36VXZ14NQZIkSRovez4NzeLRKD2bNNi1\nnXSUgSRJkqTxsufT0CwejcqxwBZSfb0mOIskSZLUVfZ8GprFo1E4EthMqq134flSkiRJUhR7Pg3N\n4lFuhwJXk+rqQ8CaMb1uM6bXkUatiQ4gZdJEB5AyaKIDSBkU2/NF/FXxBGAv0gfyOuDWFTz3mcAj\n2+f+M/Ct7OnK44yZyuluwFeAewGnk67YsWVMr70d61h1sJZVC2tZNbCOVQN7vtaD6F1l4LNDPP9h\nfc//cMZcJSt2tEkTZz3wNVI9fQvYc8yv34z59aRRaaIDSJk00QGkDJroAFIG9nyt2UsVzpCOFhjG\n+e3zbwbWZcpVMotHOawB/p1US1cAB4SmkSRJkjTLnq/1BVKzfyewYch9vKndxzRwVKZcJbN4lMOJ\npDraDPxScBZJkiRJPfZ8rStJzf73V7GP2evGzwDPzxGqcBaPVuu5pBqaBp4YnEWSJEnSjort+cY1\nO/qsu7brq1exj2v6bu+3iv1IXfAI4APt7VcApwZmkSRJkjRBxj1gMGvtKp67U6b9SLU7CPg4sDNw\nEvCe2DiSJEmSJsm4Bwx+1q4PXMU++p97/Sr2I9VsV+A/SEfhfBF4OfGHOTXBry/l0kQHkDJpogNI\nGTTRASTlcza9CQsPG3Ifp9Cbw6AL52MXez6LijUFvJ9UN5cD+8bG+W/WsWphLasW1rJqYB2rBvZ8\nrdfTa/bfP8TzDwHuoHelhd3zRSuWxaOV+j1SzdwOHBmcpV8THUDKpIkOIGXSRAeQMmiiA0gZ2PO1\nHkBvwGAGeMEKnrsn8K2+534yd7hCWTxaiYeTBtO2A8cHZ5EkSZK0PHu+Ph+h1/RPkyZi23+Z5zwJ\nuHTO80r6y+koWTwa1AHAT0j18s7gLJIkSZIGU2zPNxXwmvsD32DHyQvvBM4BzgWuJZ12sBdwOHA0\nabb3ficAbxh50jLMFk7Ed6XJsRPwBeAY0lwhjwG2hiaSJEmSNAh7vjkeAFzBjqcnDLq8ZfxxQxU7\n2qSivJZUJ9eQjjSQJEmSNBns+RawL3AysI3BBgouAZ4RkjSWxaPlHE06TWcGeFxwFkmSJEkrY8+3\nhEOAVwOnko462Ew6ReEa4DzgJOCpwJqgfNEsHi3lrvTmLfjL4CzLaaIDSJk00QGkTJroAFIGTXQA\nKQN7Pg3N4tFipoBPk+rjK8Da2DjLso5VC2tZtbCWVQPrWDWw59PQLB4t5lWk2rie+RODlqiJDiBl\n0kQHkDJpogNIGTTRAaQM7Pk0NItHCzmSdOrOduBpwVkkSZIkDc+eT0OzeDTXrsAFpLr42+AskiRJ\nklbHnk9Ds3g011tINfEDYENwFkmSJEmrY8+noVk86nc06fKJ24CjgrNIkiRJWj17Pg3N4tGsPUmX\nHt0OvD42iiRJkqRM7Pk0NItHsz5AqoVzgXXBWYbRRAeQMmmiA0iZNNEBpAya6ABSBvZ8GprFI4Cn\nkurgDuCI4CzDso5VC2tZtbCWVQPrWDWw59PQLB7tDWwi1cErg7OsRhMdQMqkiQ4gZdJEB5AyaKID\nSBnY8y3iHdEBJoDFo/eRauA/gZ2Cs0iSJEnKy55vEZuiA0wAi6fbNpK+/y3A/WKjSJIkSRoBe74F\n7Ea6NJyWZvF013rgEtL3/7rgLJIkSZJGo9ieb+0qn//nq9jHA4A1q3x9qWYNcC/gAuBNsVEkSZIk\naWX+FphZxTI9/sgTp9jRJo3Ug0lH4MwARwVnkSRJkjQ6xfZ8Uxn28WVgM/DNFT7v/sAz8SiD5cwW\nTo7vSpNhLfAN4EGkiUEn+coI/RqcyVh1aLCWVYcGa1mTr8E61uSruud7HPD/hniecxgMptjRJo3M\ny0jf+RWk35NaWMeqhbWsWljLqoF1rBpU3fOtA84e8rk/yRmkUlUXj+Y5ALiJ9J0/NThLbk10ACmT\nJjqAlEkTHUDKoIkOIGVQfc/390M+721ZU9Sp+uLRDk4mfd+fptJDkiRJkiTtwJ5PQ7N4uuPRpO/6\nDuCw4CySJEmSxsOeT0OzeLphHXA+6btuYqNIkiRJGiN7Pg3N4umGV5C+58uA9cFZJEmSJI1P53u+\njdEBJljni6cD7k66NOl24CnBWSRJkiSNV+d7vjOjA0ywzhdPB/wj6Tv+ZHCOUWuiA0iZNNEBpEya\n6ABSBk10ACmDzvd8DhgMr/PFU7lfIX2/d1L/RIfWsWphLasW1rJqYB2rBp3v+RwwGF7ni6diU8CX\nSN/vW2KjjEUTHUDKpIkOIGXSRAeQMmiiA0gZdL7nc8BgeJ0vnoo9jfTd/hy4S3AWSZIkSTE63/M5\nYDC8zhdPpXYGLiZ9t38UnEWSJElSnM73fA4YDK/zxVOpl5G+1x8A64KzSJIkSYrT+Z7PAYPhdb54\nKnQX0mkfV7SWAAAgAElEQVQI24GnBmeRJEmSFKvzPZ8DBsPrfPFU6K2k7/QM0sSHkiRJkrqr8z2f\nAwbD63zxVOZg0iUUZ4AjY6OMXRMdQMqkiQ4gZdJEB5AyaKIDSBl0vudzwGB4nS+eynyQ9H2eEh0k\ngHWsWljLqoW1rBpYx6pB53s+BwyG1/niqcgRwDSwFTg0OEuEJjqAlEkTHUDKpIkOIGXQRAeQMuh8\nz+eAwfA6XzwV+QjpuzwpOogkSZKkYnS+53PAYHidL55K/Arpe7wd+IXgLJIkSZLKUWzPtyY6gNQR\nb2zX7wY2RQaRJEmSpJK8KzrABCt2tEkDO5r0HW4G9g3OIkmSJKks9nwamsUz2aaAc0jf4euCs0iS\nJEkqjz3fCOwaHWBMLJ7J9iTS93cdsEdwlmhNdAApkyY6gJRJEx1AyqCJDiBl0Lmeb9SN0a7A50f8\nGqXoXPFUZAr4Oun7+5PgLCWwjlULa1m1sJZVA+tYNehcz3cGsPOI9j07WDA9ov2XpnPFU5Hj6B1d\nsFtwlhI00QGkTJroAFImTXQAKYMmOoCUQed6vhngE+S/CsMuwOfa/TtgoJJNAWeTvrtXB2eRJEmS\nVK7O9Xwz7XJyxn3uApzWt28HDFSyjaTv7ec4d4EkSZKkxXWu55vpW96ZYX87A6fO2e+3M+x3EnSu\neCpxOul7e210EEmSJElF61zP91l2bO5PXMW+dl5gf9+hO9ez71zxVOBXSd/ZTcDewVkkSZIkla1z\nPd8G0rXn+08fePkQ+9kZ+Aw7DhZ8F7hrnpgToXPFU4HTSN/ZG6KDSJIkSSpeJ3u+vYDz6DX624Dn\nr+D564BPseNgwfl0a7AAOlo8E+xhpO/rZrpzFMygmugAUiZNdAApkyY6gJRBEx1AyqCzPd/dgIvp\nNfx3Ak8b4HkLDRZcAOw3mphF62zxTKhPkr6vN0cHKZB1rFpYy6qFtawaWMeqQad7voOAK+k1/rcB\nxyzx+HWkpqt/sOB7pMGHLup08UyY+5O+q9vobr0upYkOIGXSRAeQMmmiA0gZNNEBpAw63/MdDlxH\nbwDgJuChCzxuHfBxdhwsuBDYfzwxi9T54pkgHyR9V38bHUSSJEnSxLDnA36FNFAwOxBwHXBE3/a1\nwMfYcbDgIuCA8cYsjsUzGe5BOuVmGjgsOIskSZKkyWHP1zoauJ3egMBVwMGkwYKPsuNgwQ+Au4ek\nLIvFMxneRPqePhIdRJIkSdJEsefr8xRgK72BgUuYfxrCxcAvRAUsjMVTvj2AG0nf01HBWSRJkiRN\nFnu+OZ7LjgME/cslpMO7lVg85XsV6Ts6KzqIJEmSpIljz7eAP2D+YMEPgQMjQxXI4inbOuDHpO/o\n14KzlK6JDiBl0kQHkDJpogNIGTTRAaQM7PkW8Rp2PLLAwYL5LJ6yPZf0/VwIrAnOUjrrWLWwllUL\na1k1sI5Vg871fDOk2eKXW+YeYTDIc6b7HtsFnSueCTIFfJv0/fxOcJZJ0EQHkDJpogNImTTRAaQM\nmugAUgad6/kWm58g5+KAgaI9jvTd/BTYJTiLJEmSpMlUbM83yYdQT0UHUOe9vF2/G9gSGUSSJEmS\ncls7ov2+fkT77VfkCIw6417Ak0gDBe8LziJJkiRJ6qBiD0/puLeTvpcPRAeRJEmSNNHs+TQ0i6c8\nuwM3kb6XI4OzSJIkSZps9nwamsVTnpeQvpNzooNMmCY6gJRJEx1AyqSJDiBl0EQHkDKw59PQLJ6y\nTAHfI30nvxmcZdJYx6qFtaxaWMuqgXWsGtjzaWgWT1keQ/o+fgKsC84yaZroAFImTXQAKZMmOoCU\nQRMdQMrAnk9Ds3jK8gnS9/EX0UEkSZIkVaHYnm9qRPudYbRveCuwGbgO+C7wJeBDwI0jfM0os5/j\nqL4rDe4Q4FJS/d0TuDY2jiRJkqQKdK7nmwlYbgZeOY43N2bFjjZ10N+QvouTo4NIkiRJqkbner6I\nAYPZ5fVjeH/j1LniKdR64HrSd/HQ4CySJEmS6lFszzeqQx6aEe131hpgN+AewJHAvfu2TQMPBC4c\ncYZx6dzhKYX6bdKRBefigIEkSZKkfOz5RuzhwOX0jjJ4e2ycrIodbeqYs0nfw4ujg0ywJjqAlEkT\nHUDKpIkOIGXQRAeQMrDnG4OH0Bsw+FZwlpwsnnj3I30HNwO7B2eZZNaxamEtqxbWsmpgHasG9nxj\ncglpwOBn0UEysnjivYP0HfxddJAJ10QHkDJpogNImTTRAaQMmugAUgb2fGNyOmnAYGt0kIwsnlj9\nkx0eGZxFkiRJUn2K7fnWRgfI7CrgxxT6YWsiPRO4C2myw/OCs0iSJEnSRIschFgX+NqjUuxoU0ec\nRfr8/1d0EEmSJElV6lTPdxnwWwGv+z+BSwNed9Q6VTyF6Z/scI/gLJIkSZLq1KmebwaYBi4Ajgd2\nGuFrrQOe177W7OvWplPFU5i342SHkiRJkkarUz3fVfQubzgDbALeCNw342vcD/gr4Oo5r3Vlxtco\nRaeKpyC70pvs8MHBWWrRRAeQMmmiA0iZNNEBpAya6ABSBp3q+XYH/hrYwo7N/DTwXeBNwONJE8kN\nal/gycBbgAvn7Hemfa2/BnbL8g7K0qniKchzSZ/7udFBKmIdqxbWsmphLasG1rFq0Mme72Dgn4Bt\nzG/wZwcQrgTOBP4ZeBfwZlLj/27gX0gTzv2kfexC+9gK/GP7WrXqZPEU4Iukz/33o4NUpIkOIGXS\nRAeQMmmiA0gZNNEBpAw63fMdArwTuImFm/5hlpvafR4yxvcRpdPFE+QgUp3dAewdnEWSJElS3ez5\ngPXAc4CPkWadX+kgweb2uc9p99UVFs/4vYb0mf9bdBBJkiRJ1Su255sKet2dgYe2y/1IRwrsR28O\ngluBa4HLge8B3yCdS7517EnjzRZO1HfVNVPAxcC9gCcCp8XGkSRJklQ5ez4NrdjRpkr9Kunz/gmj\nvSSoJEmSJEHBPd+a6ABSYZ7frk8hTbYpSZIkSVKRih1tqtAG0oSa24EjgrPUqIkOIGXSRAeQMmmi\nA0gZNNEBpAzs+TQ0i2d8nkP6rL8WHaRS1rFqYS2rFtayamAdqwb2fBqaxTM+nyd91i+JDlKpJjqA\nlEkTHUDKpIkOIGXQRAeQMrDn09AsnvE4kHT5zi3AXYKzSJIkSeqOYns+Jz2Ukt8mXcbk48ANwVkk\nSZIkSVpWsaNNFZkCLiJ9zk8MziJJkiSpW+z5NDSLZ/QeQvqMrwbWBmeRJEmS1C3F9nyekiClqyMA\nfAjYFhlEkiRJkqRBFTvaVImdgE2kz/io4Cy1a6IDSJk00QGkTJroAFIGTXQAKQN7Pg3N4hmtY0mf\n76WkuQw0OtaxamEtqxbWsmpgHasGxfZ8npKgrps9HeFfKfSXtCInRgeQMrGWVQtrWTWwjiV1WrGj\nTRXYBbiR9PkeEZxFkiRJUjfZ82loFs/oPJ302Z4XHUSSJElSZxXb8437EnJHkz6I64ELhtzH/YF9\n29tn5Qilznpuu/6X0BSSJEmSJGaAaeCzq9jHx/r20wXFjjZNuD2BO0i1dGBwFkmSJEndVWzPFzHp\n4Wpnoncme+XwDNIcBmcBVwVnkSRJkqTieJUEdVX/1RE0Hk10ACmTJjqAlEkTHUDKoIkOICmfmXZZ\nzSkJn2n3cUeWROUr9vCUCbY/6ZSWO+nNh6HRs45VC2tZtbCWVQPrWDUotuebxCMM7tmuN4/wNZ4F\nvBs4u32dGeCUIfd1IPABYBNpkONy4O3A3quPqSH9Bqn2TwN+HpylS7xOsmphLasW1rJqYB1LFVnt\nEQaP6dvHV3OFWsC329e4Cfh+e/vkIfZzGHBN+/yPAn8JnN7+fCGwzwD7KHa0aYKdRfpMn7vcAyVJ\nkiRpxIrt+UZ5WcUPsuOb7p+s8IGkv7oPYgpYD9wH+OW++7+8qnRLewVwJXAp6VKQZw65n5OA/YA/\nAv627/63Aq8E3gi8ZPiYGsLdgUcCW4BPBWeRJEmSpE6aGeFyC3DImN7HRoY7wuCw9nmXLrBtd9J7\nuBnYsMx+ih1tmlAvJX2en4gOIkmSJEkU3PNN4hwGPyVdEu/y6CDLOKZdf36BbbcAXwF2Ax4+tkSC\nNH8BwEdCU0iSJElS4UZ5SsJCf5F/XrveBHyBHU9TWMwMcGv7nG8CZwDbcgQcsfu264sX2X4J8Djg\n3qT3pNE7AHgU6eoIno4gSZIkSQXJcVnFcdvIcKckvK993osW2f7GdvufLbOfYg9PmUB/QPosHSyI\n0UQHkDJpogNImTTRAaQMmugAUgbF9nxRpyQMcmSBlJunI8Q6ITqAlIm1rFpYy6qBdSyN0ChPSVjI\nJM6ZMKyb2vVei2yfvf/GMWQR7A88GtgKfDI4S1d5nWTVwlpWLaxl1cA6lkaoSw38uF3Uru+7yPZ7\nt+vF5jiYa/sSy5fadbPIcxu3czWp3j/P/EGaEvJ1YftiSsnndrcPun3u7dLyud3tg26n8Hxud7v/\nf+H2mrbP3rfQogm2keHmMDiU3mUV556CsQe9yyquX2Y/FlEeZ5A+x+dHB5EkSZKkPvZ8E2wjSw8Y\nrAUOJw0QzHVa+9yXzrn/be39Jw3w+hbP6t0NmCZdHWHv4CySJEmS1K/Yni968sG9gMcDDwPuQWrm\ndlnB848dRSjg6e0C6VJ8xwGXAee0910H/Gl7++B224+AQ+bs51DgP0kN6ydIpykcRRqE+AHwCOCG\nZbLMFk70dzXJfh94L+nqHE8OziJJkiRJ/ez55tgVeCvpkPyZIZfpEeY7oe81+pfZ176s77EHL3Bf\nvwOBDwCbgC3A5aQjDBabDHGuYkebJsjppM/wBcE5JEmSJGkue74+ewLnMfxAQf/SBRbP6uwLbCNd\nHeEuwVm6rokOIGXSRAeQMmmiA0gZNNEBpAzs+fr8Bzs2/ecAbwEu6bvvBNIRCB8Grprz+H8h/cNw\nwphzR7F4Vuf5pM/vC9FBZB2rGtayamEtqwbWsWpgz9d6CL3G/07gN/u2zU4QOPdUgyngiaTz/2dI\n5/w/fuRJy2HxrM7HSJ/fH0QHkX8BUDWa6ABSJk10ACmDJjqAlIE9X+vt9AYM3jhn22IDBrM2kC6N\nNwNsBu41ooylsXiGtwG4jfT53SM4iyRJkiQtxJ6v9V+khn8bsP+cbcsNGEA6H/1n7eNOHUXAAlk8\nw3s66bP7enQQSZIkSVpEsT3fmjG/3i+260uBa5Z43LpF7v856YoDAI8hXa5QWszspTE/HppCkiRJ\nkibQuAcMZmep37TAti19tzcssY+z2/Va4JE5QqlKa4Ffa287YCBJkiRJKzTuAYOt7Xqh0w42991e\n6nzzG/pu333ViVSrRwH7AD8ALgzOIkmSJEkTZ9wDBj9r13stsG32qIMp4P5L7KP/NIQ9coRSlTwd\noTxNdAApkyY6gJRJEx1AyqCJDiApny/QuzTiXM+hdwWFf1piHx/se9zv5g5YoGInwCjYFPAj0ud2\nVHAW9VjHqoW1rFpYy6qBdawa2PO1/orelRAOnbNtP9IpCzPAHaRDyud6MukKC7MDBg8eWdJyWDwr\n92DSZ7aJ8R9Fo8U10QGkTJroAFImTXQAKYMmOoCUgT1f6zh6zf4fLbD9w33b7yAdTfAS4A+Af2fH\nwYLvjiFvCSyelXs96TM7KTqIJEmSJC3Dnq+1M3A9qeE/d4Htv0g6XWFmmeVO4NFjyFsCi2flzid9\nZsdFB5EkSZKkZdjz9XkK8FLgD4HdFtj+UOBKFh8s2Aw8YyxJy2DxrMy9SJ/XjaQBKkmSJEkqmT3f\nCu1GGlT4NOmvxRcBpwOvIc110CUWz8q8ivR5/Wt0EEmSJEkagD2fhmbxrMyZpM/rt6KDSJIkSdIA\n7Pk0NItncHuTJsbc1t5WWZroAFImTXQAKZMmOoCUQRMdQMrAnk9Ds3gG91ukz+rM6CBakHWsWljL\nqoW1rBpYx6pBsT3f2ugAfQ4gzU+wF7AGOCs2jibQU9r1p0JTaDEnRgeQMrGWVQtrWTWwjqWKPQT4\nJ+AqYLpdZtr1Qv4EeF27bBhHwAIUO9pUmLXAz0mf1X2Cs0iSJEnSoOz55tgdOIXFL5242IDBe/q2\nHz/6mEWweAbzKNLndHF0EEmSJElaAXu+PhuAc1l8sGCpAYP79T3mkyNPWgaLZzBvJn1Ob40OIkmS\nJEkrYM/X51/oNf3bgP9H+uvwXsBpLD1gAHBh+5ibgJ1GmrQMFs9gvk/6nI6JDiJJkiRJK2DP13oI\nvcGCO4DHz9k+yIDB3/Y95oEjyFgai2d5h5E+oxuBdcFZJEmSJGkliu351oz59frnHfgL4HND7OPb\n7XoKOHzViVSD2asjnAZsjQyiJTXRAaRMmugAUiZNdAApgyY6gKR8vkM6OuA2YP0C2wc5wuBJ9I5S\neFnugAUqdrSpIF8gfUZdmQhzUlnHqoW1rFpYy6qBdawaFNvzjfsIgwPb9QXA7UPuY3Pf7d1WF0cV\n2BM4mjSAdGpwFi3N6ySrFtayamEtqwbWsVSRLaTG7guLbB/kCIPj6B1h8Iqs6cpU7GhTIZ5F+nzO\njg4iSZIkSUMotucb9xEGP2/X+65iH/dcYH/qrl9r158KTSFJkiRJlRn3gMFV7fp+LDyHwSCObdfb\nSZdYVHetAZ7Y3v5MZBBJkiRJ0ur8Fb3TCX5vge3LnZJwd9LcBzPADYx/wCNCsYenFOBhpM/mCtJV\nMyRJkiRp0hTb84274f5w3+3/Cxy0gueuBU4Bdml//mfSwIG6a/boglMp9BdMkiRJkjS4j9A7yuBH\nwDF92xY7wuA+wJf7nncbO85lULNiR5sK8DXSZ/PU6CAaSBMdQMqkiQ4gZdJEB5AyaKIDSBnY8/W5\nG3A5veZ/BjiXdLrC9/rue3l735eAbXMe/4IxZ45k8SzsrqRa2ALsHpxFg7GOVQtrWbWwllUD61g1\nsOeb477Axew4CDDIMg38WUDeSBbPwp5D+ly+GB1EA2uiA0iZNNEBpEya6ABSBk10ACkDe74F7AG8\nF7iDwQYLLgSeEJI0lsWzsFNIn8urooNIkiRJ0irY8y3hAOAVwMeAS4Ebga3AdcB3gb8DnkZ3Z8G3\neOZbA1xL+lyOCM4iSZIkSathz6ehWTzzPRQvpyhJkiSpDsX2fOO+rKKUw5PatZdTlCRJkiR1VrGj\nTYG8nKIkSZKkWtjzaWgWz468nOLkaqIDSJk00QGkTJroAFIGTXQAKQN7Pg3N4tmRl1OcXNaxamEt\nqxbWsmpgHasGxfZ8a4Nf/5HAo4D7AXsDG1jZJHbHjiKUivbEdn1qaAoN48ToAFIm1rJqYS2rBtax\nVKHjgB+QDi0fdpkee+oYxY42BfByipIkSZJqY8/X50WsbqCgf+kCi6fHyylKkiRJqk2xPd+4T0k4\nDHjvnPt+Apzdrm9dwb6K/EA1Uk9o16fh9y9JkiRJVXknvaMDbgGei38pXk6xo00BziZ9Fs+IDiJJ\nkiRJmdjztS6gN2DwG8FZJoXFk+wJbGuXvYKzSJIkSVIu9nytzaTBgk3RQSaIxZM8nfQ5nBMdRENr\nogNImTTRAaRMmugAUgZNdAApA3u+1i2kAYMzooNMEIsnOYn0Obw2OoiGZh2rFtayamEtqwbWsWpQ\nbM+3Zsyvd1W73nnMr6vJ9/h2/fnQFFoNr5OsWljLqoW1rBpYx1JFPkA6wuC66CATpNjRpjE6jPQZ\nXA/sFJxFkiRJknIqtucb9xEG72/X+wBPGfNra3Id166/CExHBpEkSZIkjc4/kI4yuBTYLzjLJCh2\ntGmMPk76DH4nOogkSZIkZWbP12c98Gl6gwaPiY1TvK4XzzrS1TW2AwcFZ5EkSZKk3Irt+aZGsM8T\nWP7N7gS8BLhr+/PFwFeAq4EtK3it16843eSZ/SxH8V1NgkcBZwEXAUcEZ5EkSZKk3DrV882MaenK\nuezFjjaNyRtI7/8d0UG0ak10ACmTJjqAlEkTHUDKoIkOIGXQqZ7PAYO8OlU8C/g66f0/KTqIVq3L\nday6WMuqhbWsGljHqkGxPd/aEezzrBHscyFFfqDKal/gocCdwJeDs2j1vE6yamEtqxbWsmpgHUvq\ntGJHm8bg2aT3fnp0EEmSJEkakWJ7vjXRAaQlPL5dfy40hSRJkiRJBSp2tGnEpoAfk977kcFZJEmS\nJGlUutrzKYOuFs99SO/7OjwSRpIkSVK9iu35bMRUqse269NJV8WQJEmSJI2RAwYq1WPa9RdDUyin\nJjqAlEkTHUDKpIkOIGXQRAeQpEjFHp4yQjsBN5De9yHBWZRP1+pY9bKWVQtrWTWwjlWDLvZ8yqSL\nxfMQ0nu+NDqIsmqiA0iZNNEBpEya6ABSBk10ACmDLvZ8yqSLxfNq0nt+X3QQSZIkSRqxYns+5zBQ\niZy/QJIkSZKkZRQ72jQiuwK3k97zfsFZJEmSJGnUutbzKaOuFc+xpPd7XnQQSZIkSRqDYns+T0lQ\naR7brk8PTSFJkiRJUuGKHW0akf8ivd8nRAdRdk10ACmTJjqAlEkTHUDKoIkOIGXQtZ5PGXWpeO4C\nTAN3ArsFZ1F+Xalj1c9aVi2sZdXAOlYNiu35PCVBJdlIqsmvArfGRtEInBgdQMrEWlYtrGXVwDqW\nKnMC8Dbgraz8r8jPBN7ePv/BmXOVqtjRphF4D+m9vi46iCRJkiSNSZd6viU9CJhpl88O8fyH9T3/\nwxlzlaxLxXMR6b0+IjqIJEmSJI1Jl3q+JZ1Ar+F/5pD7OL99/s3Auky5StaV4jmQ9D678r1KkiRJ\nEhTc8417DoNHtuttwKlD7uMz7XoD3TktoQse066/BGwNzCFJkiRJYvwDBoe36x8Ctw25j2+166m+\n/WnyzQ4YnB6aQpIkSZIEjH/A4K7t+upV7OOavtv7rWI/KscU8Nj29hcjg2ikmugAUiZNdAApkyY6\ngJRBEx1AUj63k+YfOGsV+ziW3jwIr84RqnDFns+S0RGk93g1afBAdaq9jtUd1rJqYS2rBtaxalBs\nzzfuIwx+1q4PXMU++p97/Sr2o3LMHl1wOoX+oigLr5OsWljLqoW1rBpYx1JFziYdGTANHDbkPk6h\nd4TBEzPlKlmxo00ZfYL0Hl8YHUSSJEmSxqwLPd9AXk+v2X//EM8/BLijff6dwO75ohWr9uJZC9xE\neo8HBWeRJEmSpHGrvecb2APoDRjMAC9YwXP3JF0hYfa5n8wdrlC1F8/DSe/v4uggkiRJkhSg9p5v\nRT5Cr+mfBt4D7L/Mc54EXDrneUeOMGNJai+e15De33ujg0iSJElSgGJ7vogZ6fcHvsGOkxfeCZwD\nnAtcSzrtYC/gcOBo5h+qfgLwhpEnLcNs4dR69YAzgY3As4D/iI0iSZIkSWNXe8+3Yg8ArmDH0xMG\nXd4y/rihih1tymADsIX0ve4TnEWj10QHkDJpogNImTTRAaQMmugAUgY193xD2xc4GdjGYAMFlwDP\nCEkaq+biOY703s6NDqKxqLWO1T3WsmphLasG1rFqUHPPt2qHAK8GTiUddbCZdIrCNcB5wEnAU4E1\nQfmi1Vw8bya9tzdHB9FYNNEBpEya6ABSJk10ACmDJjqAlEHNPZ9GrObi+SbpvT0uOogkSZIkBam5\n59OI1Vo8+5JONdlCmstAkiRJkrqo2J6vq4f5K94xpFlAvwLcFpxFkiRJkjSHAwaK8th2fXpoCkmS\nJEmSJlSxh6es0iWk9/Xw6CCSJEmSFKjYnm9qBPv8IDu+2RctsW21XrT8Qybe7Oc1iu8qyj2BHwM3\nA/uQLq2p+jU4k7Hq0GAtqw4N1rImX4N1rMlXY8+3qJm+ZXqJbatd5u67VsWONq3C80jv6dPRQTRW\ntdWxustaVi2sZdXAOlYNiu35Rj2HwShHSDox+lKpY9r1GaEpNG4nRgeQMrGWVQtrWTWwjqURGkXT\n/Y99t7cDL1xk22rN3Xetajs8ZQq4AjgIeDBwXmgaSZIkSYpVW8+nMSr28JQhHUp6P9fjVTokSZIk\nqdiez4ZN4zZ7OsKXSHNRSJIkSZIKtHYE+3w5aXTkCuCTI9i/JtvsgMGZoSkkSZIkSWM3exWDzy6w\n7QTgdcBzxpposhV7eMoQpoBNpPdz/+AskiRJklSCmnq+ZS01YLDUNi2spuK5L+m9XIMTenRREx1A\nyqSJDiBl0kQHkDJoogNIGdTU8y3LAYO8aiqe3ye9lw9FB1GIWupYspZVC2tZNbCOVYNie75RTHp4\na7veawT71mQ7tl2fEZpCUbxOsmphLasW1rJqYB1LE+Yi0lEENwN7zNnmEQYrV+xo0wqtAa4lvZf7\nBGeRJEmSpFIU2/ON4ioJXyM1hLuRLp33LuBKYLrvMfsAj87wWmdl2IfG4/7AfqRJDy8JziJJkiRJ\nCvAoekcSjHLpH4CoWbGjTSv0MtL7OCU6iCRJkiQVpNiebxRzGJwN/PUI9qvJdky7PjM0hSRJkiQp\n3FOATwJXA1sZzVEGXVDsaNMK7ATcQHofhwRnkSRJkqSS1NDzZTHb6J8aHWSC1FA8Dya9h8ujgyhU\nEx1AyqSJDiBl0kQHkDJoogNIGdTQ82XhVRJWrobi+WPSe/hAdBCFmvQ6lmZZy6qFtawaWMeqQbE9\n3yjmMBjEVNDrKsax7fqM0BSK5nWSVQtrWbWwllUD61iqyMHtcrfYGBOl2NGmAa0FNpPewz2Cs0iS\nJElSaSa951OgSS+eo0j5L44OIkmSJEkFKrbnizolQd3h6QiSJEmSNIEcMNCoHdOuzwxNIUmSJEla\nkVFMPvhBdjyc4kVLbFutFy3/kIk3+3lN4kSROwM3AuuBA4BrYuNIkiRJUnEmuedbsZm+ZXqJbatd\n5u67VsWezzKAR5GyXxAdREVoogNImTTRAaRMmugAUgZNdAApg0nu+VZsbmO/1LbVLl0wycXzOlL2\nd0cHUREmtY6luaxl1cJaVg2sY9Wg2J5v7Qj2eXLf7blv+mTyKfID1Q6c8FD9vE6yamEtqxbWsmpg\nHQ77W1YAACAASURBVEvqtGJHm5axHthCOhJkn+AskiRJklSqSe35VIBJLZ5jSbnPiw4iSZIkSQUr\ntufzsooaFU9HkCRJkqQJ5oDB0g4EPgBsAu4ALgfeDuy9gn1cweKTNv40Y9bSHNOuzwxNIUmSJEka\nyigmPazFYcB/AvsBHwcuAo4CXg48AfhV4PoB93Uj8I4F7r9l9TGLtDvwMNKgyNnBWSRJkiRJE+IE\n4G3AW4HdVvjcZ5L+wv824MGZc831OVLD+4dz7n9re/97B9zPFcBlq8hR7PksS3gCKfPXo4OoKE10\nACmTJjqAlEkTHUDKoIkOIGUwiT3fSDyI3uH4nx3i+bN/tZ4BPpwx11yHta9x6QLbdicdGXAzsGGA\nfV1B9wYM3kzK/KboICrKpNWxtBhrWbWwllUD61g1KLbnG/ccBk/ru/3+IZ7/X8D32ttPBNatOtHC\nZs+///wC224BvkI6OuLhA+5vV+B44M9JpzRspO75I5y/QAvxOsmqhbWsWljLqoF1LFXkC6S/3N/J\nYH+dX8ib2n1Mk+YUGIW/aV/jlYtsf0+7/fcG2NflLDzh4aXAowd4frGjTYvYk/TdbCUdjSFJkiRJ\nWlyxPd+4/8p9eLv+IXDbkPv4Vrue6ttfbnu165sW2T57/yBXS/gg6RKD+5MGSR4A/D1wMHAq8MCh\nU5bpkaS6+v/bu/NwyYr64OPfOzMwzLAMO6iIIwgCIgEFWYXBlUVF1GB8JQEDbq8biRhjfF5tSAQF\nRI1ofF2IQNQgUVwShSByURBRIsgiCAIjCgIKzLDOMNv7R1W/fW5P7/d0V/W538/z9NPd59Sp8+vu\n3/Tcqq5T9XOqO6mjJEmSJFXeqFdJ2Dze3zuNOu4rPN5iGvWMyslNz28C3k5oTL+XMFHLa0Yc0zAd\nFO8nUwYhSZIkSZqeVNfRT6ejYnZJ9XRSH0GwoM3++vYl0zjH5+L9C3ssv6bDbTLe19ocWxvh/kVx\n2+WJzu9+97vf/e53v/vd7373u9/9ue2vb2t1U/Q7wvX701k14K9ozAPwljKCauG4WP/n2uyvL7l4\ncJv9vVgQ6+h2acY4JdFGwMp4c/4CSZIkSepunNp8Q/VjGhMWbj9gHefR6DA4tKS4mm1HY2LCiaZ9\nG9JYVnHeNM7x8niOG7uUG6fkOZQQ61WpA1GWaqkDkEpSSx2AVJJa6gCkEtRSByCVYJzafEN1Mo3G\n/iDLKj4TWEZjpYVh/op9UTzPO5u2nxm3f7awbQ5hAsbtmsruRFh+sdlC4LZYz993iWOckuejhFhP\nTR2IsjQueSx1Yy6rKsxlVYF5rCoYpzbfUD2XqUsLHtvHsRsRVkioH/udsoNrsh1hcsbVwIWERvAP\n4/ObgU0KZRfG7Xc21VEjjET4T0IHw8eA/wCeiOW/S/d5GMYpeX5KiPWQ1IEoS7XUAUglqaUOQCpJ\nLXUAUglqqQOQSjBObb6hu4BGo38VcBZhycFODiNcHlA8bo8hxli3DXA2cA+wnNAhcCZrT4a4kNZz\nMxwIfJXQwfAQYVTEfYQ5EI7uMYZxSZ4NacxfsGHiWCRJkiRpXGTb5mu+Pn8UtgJ+TmiM1z0JXAFc\nA9xPuOxgAWFI/0HAtk11fBj4x6FHmod64qT4rPpxCPB94Gpgn8SxSJIkSdK4GJc238g8F1jM1MsT\ner2dMfpwk8q2t6nJqYQ4P5Y6EEmSJEkaI+PS5hupzYBzCUPYe+kouA04MkmkaY1L8lxFiHNYK1dI\nkiRJUhVl2+bLYcjDM4HXEy492BnYFFiPcM3/PYSG6EWEiQNXJ4oxpXEYnrIBsCQ+3hR4OGEskiRJ\nkjROxqHNp0xl29tU8HJCjFenDkRZq6UOQCpJLXUAUklqqQOQSlBLHYBUgnFo8ylT45A8pxBiPC11\nIMpa7nks9cpcVlWYy6oC81hVkG2bb1bqAFQJi+L9ZMIYlL+TUgcglcRcVlWYy6oC81gaopyukdga\n2IKwnOIs4Edpw8lG7tezbECYb2IWsAnOXyBJkiRJ/ci2zTcn8fn3BN4FvBh4Stw2QXjDZrcofyIw\nPz4+A3h82AGqq/0IeXQNdhZIkiRJkqZpA+A82i+huKrNcWcV9h89/DCzkO31LNFHCPGdnjoQSZIk\nSRpDubf5Rmo+4dfodp0FnToMdimU+c7QI81D7slzJSG+w1MHIkmSJEljKPc230h9hUajfyXwReCF\nhLkLLqJzhwHAzbHMUlpftlA1OSfP+sAKwue1IHEskiRJkjSOcm7zjdSeNDoLlgEvb9rfS4fBZwpl\ndhtCjLnJOXleSojtmtSBaCzUUgcglaSWOgCpJLXUAUglqKUOQCpBzm2+kfokjQ6DE1vs76XD4M2F\nOo4qO8AM5Zw8/0SI7YzUgWgs5JrHUr/MZVWFuawqMI9VBdm2+WaN+HwHx/tlhJECg7i78Hjr6YWj\naVoU7ycTxqDx4TrJqgpzWVVhLqsKzGOpQh4gjAz4WZv9vYwwOIDGCIMPlBpdnnLtbVofeJLwWW2c\nOBZJkiRJGle5tvlGPsJgg3i/dBp1zC88fmIa9Wh69gXWAa4DliSORZIkSZJUslF3GDwQ7zebRh1P\nb1GfRu+geD+ZMghJkiRJ0nCMusPg9/F+F2DegHW8KN6vISyxqDQWxfvJhDFIkiRJkiriVBrzD7y1\nxf5ucxg8hXAZwmrgIUbf4ZFCjtezzCfMX7Aa5y+QJEmSpOnIsc2XxB40Ogz+CGzbtL9Th8Ec4AeF\n4z89vDCzkmPyvJgQ0y9SB6KxUksdgFSSWuoApJLUUgcglaCWOgCpBDm2+ZK5gEaj/7c0llqE9h0G\nOwKXF457nKlzGVRZjslzMiGmM1MHorGSWx5LgzKXVRXmsqrAPFYV5NjmS2ZL4E4ajf/VwDWEyxVu\nKmx7T9w2CaxsKn/siGNOKcfk+REhplelDkRjpZY6AKkktdQBSCWppQ5AKkEtdQBSCXJs8yX1bOBW\npnYC9HJbBbw/Qbwp5ZY884HlhM9jk8SxSJIkSdK4y63Nl4UNgX8BltFbZ8HNwCFJIk0rt+R5ESGe\na1MHIkmSJEkVkFubLytbAycAFwK3A0uAFYRJEa8HPgccAUykCjCx3JLnJEI8n0gdiCRJkiRVQG5t\nPo2R3JLnckI8r04diCRJkiRVQG5tPo2RnJJnLuESkjXAZoljkSRJkqQqyKnNpzGTU/IcQIjlxtSB\naCzVUgcglaSWOgCpJLXUAUglqKUOQCpBTm0+jZmckucfCLF8NnUgGku55LE0XeayqsJcVhWYx6qC\nnNp8U8xJHQCwJfAqYG9gB8JSfXOBpcB9wP8QrpufTBSfGl4Y73+cNAqNq5NSByCVxFxWVZjLqgLz\nWKqopwFfBZbT27KKtwFvShJpWrn0Ns0GHibEsk3iWCRJkiSpKnJp82XjCMIIgl46Cppv3wfWH33I\nyeSSPM8jxHFH6kAkSZIkqUJyafOtJcUlCa8ELmg69xrgJuAG4EHCqIONgO0IDdWNC2VfDlwMHAys\nGEG8CuqXI/woaRSSJEmSpEraDLifxmiB5cDpwLYdjplDmOPgeqaONKgNM9CM5NLb9A1CHMelDkSS\nJEmSKiSXNl9yH6DR4F8C7N/HsesA/144filhcsSqyyF5JggdPWsIE1NKkiRJksqRQ5svC1fTaPAP\nMoHhesCthToOLS+0bOWQPDvFGO4ldB5Ig6ilDkAqSS11AFJJaqkDkEpQSx2AVIIc2nxZ+BOhof8A\ng8+f8F4aHQbvLCmunOWQPG+OMVyQOA6Nt9R5LJXFXFZVmMuqAvNYVZBDm6+lWSM+3/x4fzOwcsA6\nri88nje9cNSjA+O9Ex5qOlwnWVVhLqsqzGVVgXksVchvCCMDptPwfAmNEQZHlxFU5nLobVocY9g9\ncRySJEmSVDU5tPlaGvUIg2vj/c7TOPeu8X4NcN20I1I32wLPIEwyeUPiWCRJkiRJFXU4jdEBbxzg\n+HWAm+Lxvygxrpyl7m16Yzz/fyWMQZIkSZKqKnWbLxsTwHcJDf4/Ac/r49hZwJfisU/S35KM4yx1\n8nwunv/9CWOQJEmSpKpK3ebLyiaEOQxWA48CHwI271B+AjgYuCoe8zgzY+6CutTJ86t4/v0SxiBJ\nkiRJVZW6zdfWxIjP92HCGzEHeCuwRdy+knCJwQ2EJRefBDYEtgP2ArYu1PEtepu74ORyQk6unjij\n/qwgfD73A8uABYTPRRpUDddKVjXUMJdVDTXMZY2/Guaxxl/KNl9WVo/otmpUL2gEUvY2vTqe+7JE\n51e1ZNlrKg3AXFZVmMuqAvNYVZDtCINRr5Kg8VKfJ+KKpFGoKlwnWVVhLqsqzGVVgXksDdGohzxM\njug8awjzHlRByuEpVwH7AIcCFyU4vyRJkiRVnZckaGCphqfMI8xZsJowf4EkSZIkqXzZXpKg/KVK\nnhfG816f4NySJEmSNFNk22HgHAZqx/kLJEmSJGkGs8NA7RwQ769MGoUkSZIkSdHTgA8BlwA3AtcB\n3wP+FtgqYVyppBieMgt4MJ534YjPreqqpQ5AKkktdQBSSWqpA5BKUEsdgFSCbC9JGKYXAC+Ltx16\nPOadwBOEifZa3ZYAbyo90rylSJ5d4jl/jzN1qjwz7ktQlWUuqyrMZVWBeawqmHEdBvVfqFcDq4AX\n93DMu2nfUVC8rQKOLT3ifKVInjfHc54/4vOq2mqpA5BKUksdgFSSWuoApBLUUgcglWDGdRi8gEYD\n/5Yeyu9AYwm/4u0R4A+EToLi9qXAU0qPOk8pkueceM53j/i8kiRJkjTTzLgOg/fQaNz/Yw/lz2Nq\nh8DNwEE0hsNvSug9LHYcnF5qxPlKkTy/ied8/ojPK0mSJEkzzYzrMDiHxuUDe3UpuxHwOI2OgAeA\np7Ype2Kh3F2lRJq/USfPVvF8jwJzRnheSZIkSZqJZlyHwU8IjfrH6d7ofC1TRxd8sEPZ2YRfv+ud\nEdtNO9L8jTp5XhPP94MRnlOSJEmSZqpsOwxmDanehfH+NmBll7IvbHp+boeyq4BvxMcTwHP7jkzd\nHBDvr0wahSRJkiQpqWF1GCyI9w/0UHbvwuNbgd91Kf+LwuOZMvHhKO0f769IGoWqqJY6AKkktdQB\nSCWppQ5AKkEtdQCS+reScNnApV3KzQYeo3E5wjk91L2oUP59g4c4NkY5PGU+sIIwkmPDEZ1TM0eW\nw6ykAZjLqgpzWVVgHqsKZtwlCQ/H+827lHsOMK/w/Loe6l5VeOykfOXai/CeXk9Y0lIq00mpA5BK\nYi6rKsxlVYF5LI2hXxNGADwBzO1Q7h1MnfBw/w5l644olH/X9MIcC6PsbfpgPNdZIzqfJEmSJM10\nM26EQX2kwFzgVR3KHVl4vAz4eQ91P73w+P4+41Jnzl8gSZIkSRqqt9IYBXALra+H35NweUG93Ld7\nrPtcGssq7jntSPM3qt6mWcCD8VzbjuB8kiRJkqSMRxgMywKmTmZ4LfASwnwF6xNGFvyeqZcjvKbH\nun8byz9JmKSv6kaVPDvH8/yesGSlJEmSJGn4ZlyHAcDfMbVDoD4qYFWL7TfQWyP1hYVjrik/5CyN\nKnmOi+f5+gjOJUmSJEkKsu0wGNYcBgAfZ+3LDCZYu2NgOXAMvb1BxxUe/3Dw0NTCvvH+qqRRqMpq\nqQOQSlJLHYBUklrqAKQS1FIHIGlw6wCnEi4faB5VsBq4Ezigx7oWAisKx/Z63LgbVW/Tr+J59h7B\nuTQzZdlrKg3AXFZVmMuqAvNYVZDtCIM5Q65/BfAB4JPAK4GdgI2APxJ+yb44lunFtsDH4uOVwJWl\nRjqzbUqYw2A5Yb4JaRhcJ1lVYS6rKsxlVYF5LGlGG0Vv06HxHC6nKEmSJEmjle0Ig2HOYaDxsV+8\n/0nSKCRJkiRJ2bDDQGCHgSRJkiRJY2fYw1PmAI/Gc2w1xPNIkiRJktaW7SUJyt+wk2f3WP/tQzyH\nJEmSJKm1bDsMvCRBXo6gUamlDkAqSS11AFJJaqkDkEpQSx2AJKU07N6mf4v1v32I55Ag015TaQDm\nsqrCXFYVmMeqgmxHGCh/w06e22P9uw/xHBL4C4Cqo5Y6AKkktdQBSCWopQ5AKoEdBhrYMJNn61j3\nI4TJDyVJkiRJo5Vth4FzGMxs+8b7q4GVKQORJEmSJOXFDoOZrd5hcFXSKCRJkiRJ2bHDYGZzhQRJ\nkiRJksbUsK5nWRdYFuveZAj1S5IkSZK6y3YOA+VvWMmzT6z3V0OoW2qlljoAqSS11AFIJamlDkAq\nQS11AFIJ7DDQwIaVPO+N9X5hCHVLrfglqKowl1UV5rKqwDxWFWTbYeAcBjPXAfH+iqRRaCY5KXUA\nUknMZVWFuawqMI8lzWjD6G2aAO6P9W5fct2SJEmSpN5lO8JA+RtG8uwY67yX0HkgSZIkSUoj2w4D\nL0mYmYqXI2SZmJIkSZKktOwwmJn2j/fOXyBJkiRJ0pgaxvCUX8c69yq5XkmSJElSf7K9JEH5Kzt5\ntoz1PQasU2K9Uje11AFIJamlDkAqSS11AFIJaqkDkEpgh4EGVnbyvDrWd2mJdUq98EtQVWEuqyrM\nZVWBeawqyLbDwDkMZp76hIdXJo1CM5HrJKsqzGVVhbmsKjCPJc1oZfc2/TTW97IS65QkSZIkDSbb\nEQbKX5nJMx9YAawCNiqpTkmSJEnS4Oww0MDKTJ6DYl3XllSfJEmSJGl6su0wcA6DmaU+f8EVSaOQ\nJEmSJGXPDoOZxQ4DSZIkSZIqoqzhKbOBJbGubUqoT+pXLXUAUklqqQOQSlJLHYBUglrqAKQSZHtJ\ngvJXVvLsFutZXEJd0iD8ElRVmMuqCnNZVWAeqwqy7TDwkoSZw8sRlJrrJKsqzGVVhbmsKjCPJc1o\nZfU2fTXW8/YS6pIkSZIklSPbEQbKXxnJMwu4P9azy7QjkiRJkiSVxQ4DDayM5Hl+rOO3wMS0I5Ik\nSZIklSXbDgPnMJgZDon3F5FpIkqSJEmS8mKHwcxQ7DCQJEmSJEkVMN3hKRsDK4EVwIJSIpIGU0sd\ngFSSWuoApJLUUgcglaCWOgCpBNlekqD8TTd5XhuPv7yccKSB+SWoqjCXVRXmsqrAPFYVZNth4CUJ\n1eflCMqF6ySrKsxlVYW5rCowjyXNaNPpbZoAfheP36O0iCRJkiRJZcl2hIHyN53keU489l4cTSJJ\nkiRJOcq2w8BGZLXVL0e4GFidMhBJkiRJ0nixw6DanL9AkiRJkqSKGnR4yvrAcsLIgs1LjUiSJEmS\nVJZsL0lQ/gZNnsPjcVeXG440sFrqAKSS1FIHIJWkljoAqQS11AFIJbDDQAMbNHk+HY9zqRnlwi9B\nVYW5rKowl1UF5rGqwA4DDWzQ5LktHrdvueFIA6ulDkAqSS11AFJJaqkDkEpQSx2AVAI7DDSwQZJn\np3jMg8Cc0iOSJEmSJJUl2w4DV0mophPi/YXAypSBSJIkSZKk4ei3t2lrYBlhdYSdhxKRJEmSJKks\n2Y4wUP76TZ5TY/kLhxOOJEmSJKlEdhhoYP0kzwJgaSy/z9AikiRJkiSVxQ4DDayf5Hl/LHvZ8MKR\nBlZLHYBUklrqAKSS1FIHIJWgljoAqQR2GIyhbYCzgXsIcwLcCXwC2HjE9fSaPOsBf4hlD+kzRmkU\n/BJUVZjLqgpzWVVgHqsK7DAYM9sD9xEmDvwmcApwaXx+M7DpCOvpNXneEstdB0z0GJ80SpOpA5BK\nMpk6AKkkk6kDkEowmToAqQR2GIyZiwmN+nc0bf943P4vI6ynl+SZDdwWy72hx9ikUfNLUFVhLqsq\nzGVVgXmsKrDDYIxsT2jM395i3wbAo8AjwPwR1dNL8rw+lrkDmNOlrJSKX4KqCnNZVWEuqwrMY1VB\nth0Gs1IHkKGD4/1/t9j3KHAlsD7dVyEoq55ujiLMkQBwBrBymvVJkiRJkmSHQQvPjve3ttl/W7zf\nYUT1tDMb+BhwPmGUwrnA5wesS5IkSZKkKRy+vrYF8X5pm/317d1WOSirnlY2A74GvBRYBfwNcBaZ\nDmORJEmSJI0fOwzGx+nA0+NtZ2AT4I/AnwOXJ4xLkiRJklRBdhisrf7L/4I2++vbl4yonroTW2zb\nApeS0XhxFIyqwlxWVZjLqgLzWBoS5zBY2y3x/tlt9tfnHGg3N0HZ9Ux02S9JkiRJGm+OGh8T29FY\nDrG5sb4hjeUQ542oHkmSJEmSlImLCI39dzZtPzNu/2xh2xxgJ0IHwXTqkSRJkiRJmdsOuJfQqL8Q\nOBX4YXx+M2HCwbqFcfud06xHkiRJkiSNgW2As4F7gOWEDoEzWXsSw4WEDoA7plmPJEmSJEmSJEmS\nJEmSJEmSJEmSJEmSJEmSJEmSJEmSNKNsChxPWOnjN8DjwBLgx8BfAxNtjtsP+B7wYDzml8B7gFkd\nznUM8DPgkXiOy4DDp/0KpM6OJkxeuxo4rk0Z81m5ejHh+/leYBlwN2FZ50NblDWPlaMJ4PWE3Lqb\nkJu3A18H9mlzjLmsFF4HfJrwN/DDhL8bzutyzChydR5wEvBr4AngPuB8YKcusUlSKd5G+EL8PeFL\n8SPAl4CH4vYLWhxzBLCS8GX6BeBjhKVEVxP+AGjljLj/t8DHgbOAP8Vt7yjnpUhreTrhP+P6f/x/\n3aKM+axcnUYjzz4H/BPweeAa4KNNZc1j5eqLhJy6n5C/pxD+tlgOrALe2FTeXFYq1xFyZinwq/j4\n3A7lR5Grc4Er4v6rgVOBrwBPAo8CL+j1xUnSoA6mda/mVoQvs9XAawrbNyL8p/8E8LzC9rnAlbH8\n65vq2i9uv5WpS44+g/Al+UR8LJVpAvgBcBuNhldzh4H5rFy9mZBnZwNzWuwvbjOPlatnEPLsHmDz\npn2L4r7bC9vMZaW0CNg+Pj6Izh0Go8rVD8Rjzm/a/qq4/UbajwaWpKGrf0l9qrDtr+O2f21R/uC4\nb7Jp+7lx+zEtjjkp7qtNL1RpLe8h/Hp1ACG/WnUYmM/K0VzCH6J30rqzoJl5rFztScilC9vsf5jw\na26duaxcLKJzh8EocnWC8OPdKlp3el0ej1nUJkZJGrr3Eb6IPl7Y9m+07jUFmA08RhhmuG5h++8J\nX3ZbtThmn1jf5SXEK9XtTOipr+dujdYdBuazcvQKGt+9swmjwN5P6ARrdc23eaxcrUcYXXAPsFnT\nvgMJefaNwjZzWblYROcOg1Hk6rPitpvbxPD3cf/JbfZL0lDNAW4gfBG9tLD953HbHm2Ou5HwZVif\niGV9GteDtbJ53P+HacYr1c0hXON9M+GXWmjfYWA+K0f1X5pOofE9XLxNMnV4t3msnL2AMAT7PsIc\nBqcSru9+gjCBp7msHC2ic4fBKHL18Ljt222OeV3c/7U2+3vSaXZGSerko8BzgP8CLilsXwCsof0X\n3lLCEKoFhfL17e3KA2w8cKTSVB8CdgeOJfTud2I+K0dbxvv30bisZgNgN+C/Cb/MFiekNY+Vs+uB\nLxNGGxxPGC3zOuB3wDmEa7frzGWNi1Hk6kjy2w4DSYN4N/C3hF9o/zJxLFI/9ibMvXE6YTZhaRzV\n/35bQZjY6ieE5bpuBI4kDGs9iJDvUs7mAJcSVvj4ArAdMB94PnAHYbb3jyWLTpIdBpL69k7gk8BN\nhElbljTtb+4xbVbfXj9uadP2buWlQc0hDB38NfDhNmWaZxI2n5Wjev5cC9zVtO8J4OL4uL6clnms\nXB0N7At8EzgRWAwsI+T2kcDdwHuBhbG8uaxxMYpcHUl+22EgqR8nAP9MuGb2YMIs3c1+He+f3WLf\nHOCZhF/F7ojbHiNMdrQBsHWLY3aI97cOFrL0/21AyKddCH+QFq/5/lAs84X4/BPxufmsHN0S79v9\nEVjfPi/em8fK1Z7x/rIW+54gXAc+i8Z14OayxsUocrX+f8GObWIoJb/tMJDUq/cDZxJ6/Q9m6jWF\nRZfG+0Na7DuQ8AfsTwhfksVjJtocc2i8/2Gf8UrNlgFfAr7Y4nZtLPPj+Pwn8bn5rBxdSrg2dhda\nr6+9a7y/s1AezGPl58l4v2Wb/Vs0lTOXNS5Gkau3E0aZPZvGKJxux0jSUPwfwq+uP6P7xCkbEkYe\nLCNcg1i3HuGLcTVwVNMx+8bttzXVvxB4gHBt7raDhS71pEbrVRLMZ+XqW4Q8O6Fp+8vi9gcI+Qvm\nsfJ1GI2Z35/atO/QuO8xYJO4zVxWLhbReZWEUeVqfenErzO1A/mIuP2GHl6LJE3LMYQvnBWEEQa1\nFrdjmo45IpZ/hDDE+zTCsKnVwPltznNG3H8XYTj4ZwijGFYB/7uMFyJ1UKN1hwGYz8rT04DfEvLs\nEsJEnv8BrCSs/nFkU3nzWLn6Jo3l5L5MmOTwO3HbKuBdTeXNZaXyakKOfpmw5Odq4DeFbac3lR9F\nrq4LXEHjh72PAl8tnHevvl6hJA3gwzT+025e67t+azXUaT/CkosPEnpEfwm8h9bDZ+uOIXzZPUr4\nw+Eywq8P0rB9mJDjrToMwHxWnjYnzCuzmNBJcD/wDRrXhTczj5WjWcDbgCsJObYCuJfQafCSNseY\ny0qh+Ddx8Vb/e/iOFseMIlfnAScR5ipYBtxH6JDYqbeXJUmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS\nJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS\nJEmSJEmSJGkwfwOsjrfjE5x/DnBrPP8fgA0TxCBJkiRpGhbSaFSUfdt2dC9DUsHWwFLCv8MbgYkO\nZYv/Zj/cxzkOAx4vHLsMeG1TmdcW9p/ZR92SJEmSMrCQ4XQWrMIOA7U3yWCNVPXmCzTe36O6lC3+\nu/1Qj/W/AXiycNwjwEvalL02lnkS2K7H+iVJfZiTOgBJUmU9DlwMrOlQZgI4CFgvPn8IuLqHup+Y\nXmiaITrlnvq3A3BsfHwbcEHJ9b8dOIvGqIUHgcNp/53wUeBrhL9nTwaOLjkeSZIkSYktpvFrrgok\nLAAADIFJREFU4g/ThqIKmKT/X7XVm7NpvLfv7KF8PyMMPtBU/m5g1y7HzAJ+F8uvBLbvISZJUh9m\npQ5AkiRJ2dsa+F/x8ePAuSXWfRrwkcLzO4EDCHMkdLIa+Nf4eBZwQokxSZKww0CSJFVXpwn51J/j\ngHXj4+8CD5dQ5yzCnAgnFrbdBOxP6DToRbHj4hhgfglxSZIkScrEYvq/JOFA4JOESc/uI0x6dj/w\nM+BU4Nk91jNJ6wnyXk64Nvo2wq+pjwI/B94HzGtRz3rA24BLgT8CK4B7ge+x9uzu/cQyQbiG+wLg\nNzGWPxGu6f4AsFmPdTcb9vt3GKEhdwuwJO6/rMXx84EjCLPcTxKGoT9BmBX/D8AVMZ4du8SxkKnD\n2QdZaaO476Au56ubpPXrb9aq7vnAmwg5cgeNVQE61VPW5zaIX9N4Da/p8ZhOlySsC3y9qcxPgU0G\niK0++eFqnMdAkiRJqpTF9N5h8CzgB3RvDK4gNKxmd6lvkqkNmgWExnmnum8AtijUsTuhY6HTMf8+\nQCybEH7J7VTv/cAru9RbNOz3bwvgv9rU2fzZvgV4rIdY6tenf47GL9zNFvZYT/3WaqWN4r4Du7zu\ndq+/nea6n8fUBninhjWU/7n1688K53gSWL/H49q9rvnARU37L2Hw0QEfKdTznQHrkCS14CoJkqRx\nsS+hAb1pYdvjwK8I68JvBjwHWIfQYHo3YVb3VxEaat3MAb4JHEyYXf8ewq/66xIaTPXGzHMIqz/s\nCexCaDRuFI+5lfAr+SbAbjQabkcBdwF/1+NrnQN8m3AdN8ADwM2EIdw70/gVdnPgG8Cfx/KdDPv9\nW4/QWbAn4b14kPB+rKD1knc70hitsSa+xjsJQ93XAZ4RbxBe91sIjfzDWtRVXJFjbxrvz+2EzpxW\n2q20MczLGCYIE/OdSeicWkPIi8WE92KHFscM+3PrxeGFx/9D6OgZ1MaEPNm3sO1bwOsJuTKIywgj\nbgBeBMwFlg8aoCRJkqR8LKb7CINtCEP96+UWExoYzR3fGxOWWltVKPuPHc49WShXr/8G1v6FeT7w\nL0z9RfR4wpD71YQGT3OjeFvgSqb+Mruwx1jui/d/At7I1DmH5hCGsi8plF8KPK1D3aN4/5bG+zsI\nox6aG97NM9ifRvi8j+8Q+zMJIwuK7/u7OsQDofHYy6/+zYrnGNYIg+L7NEnoiCpaB3h64fmwPrd+\nXVKo91N9HNc8wmAr4JdN289m+p00C5rq7PWSEkmSJEmZW0z3DoPvF8pcR2ggdfLmQvnlwFPblJtk\nakPjRsJogXZ+VCi7It6f16H85kxt2P+fDmWbY3mUMHS9nf0Jr61e/qsdyo7q/bsLeEqXuut6HdYO\n8P7CORbTedLmYkw5dhisJgzH72WU57A+t349VKj3uD6Oa+4YaL505xMlxQeho6pe74ldykqSJEka\nE4vp3GGwe2H/MrpPgFdXvOb7pDZlJgtlVtG4BKCdNzC1wfMAsEGXYz5fKH9xh3LFWHpt7J7O1Abi\nli3KjOr9W024NGIYJgidEfXzvKBD2WJMOXYYLKPzaJC6YX5u/XgqU+Pv59f75o6SfvO7H/9dqPvL\nJdctSTOWyypKknJ3bOHxfxKui+/FOYXHL+mh/C2EWfk7+WnT838njATo9Zide4gDwiR/n+2h3KcJ\n18FDGM7+qhZlji08Hub790fCfArDsIawEkBdpw6D3H2PMM9FN8cWHg/zc+vmmYXHa+gt9m6WEzpb\nylSM6xltS0mS+uKkh5Kk3BV/0bykj+OuLzzuNLS/7qoeytw3wDH3Fh73umTcLwjzF3RzF2Hd+l3j\n872BLzaVGeX7t7qP+ou2JUxWtxvhOvcNWXtFhF0Lj3v5hT5XP+qx3Kg+t262aHr+4ID13Emj82Eu\noePkcODyAetr9lDhcauRNpKkAdhhIEnK2QRTG4pvBo7s8dh5hcfrEhqhj3Qof2+HfXWPT/OYXpeN\nu6HHcvWy9feoeZb9Ub5/d/RYb9GuhBUD+v0lvNu1/Dnr5X0a5efWTfNcE+1Wl+jmHMLImX+Kz+cT\nVkt4BeWMNij+O+tnfgxJUgd2GEiScraAqWvKD/qL6USsq1PD6ckB6h3kmF480EfZ4i++zSMYRvn+\nPdxnnYcTLmFoHkmwpkXZegx1c/s8V056eZ9G+bkNUuegTiGMQjklPp9PuNzilYTVLVLFJUlqwzkM\nJEk5a/VL4Zo+b/Vjxun/vH46IorrzTc3pEf5/vVzOcLTgPNpdBY8Rli28tWEeR42JryW2YXbOWtX\nM5Z6eZ9yyvvHmp7Pa1mqdx8F/r7wvN5p8KJp1luMqzlmSdKAHGEgScrZkqbnRwLfThHIiG3YR9ni\nMpBLm/bl+v79DY3LM5YA+xEmneyk03KXqczuXmQgOX1uf2x6vin9jYBp5TRCx8lp8fk84LuESTsv\nHbDOTQuP7x88NElS0Tj92iJJmnkeY+oqBFunCmTEthuwbPOkjLm+f4cUHn+K7p0FAE8fUix1KwuP\n1+nxmF4nsexXTp/bnYXHE5T3OZwBnFh4Pg/4DoOv7LBN4fHiAeuQJDWxw0CSlLufFB7vmyyK0dqL\n3q7JnsPU69v/p0WZHN+/4rJ3P2tbqmED4M96rLs45L+f69qLcwts2rZUw1zWnmSyTLl8bvcwdQWC\nZ5VY95nA3xae1zsNXjpAXcW4+pk0VJLUgR0GkqTcfb/w+EiG96tuTrYGFvVQ7jCmrhjQaom6HN+/\nXn/Br/vLPo4pXr/ez/X2iwuPe+mceAX9v45+5PS5XVN4vFvJdX+ScIlK3XqEyy9e1kcdCwhLc9b9\nvIS4JEnYYSBJyt+XaKwEsCHwmYSxjNIpdP5/eh0aS9QB3E7r5elyfP/uLjw+qEvZrYCT+6j7nsLj\nHfs4rtgofh2dRyesB5zUR92DyOlzmyw83nsI9X8KeE/heb3T4OU9Hl+M6THg6pLikqQZzw4DSVLu\nHgX+ofD8L4CvEn5V7GYv4FzgDUOIa9j2Br5A61+x1wPOA3YtbDulRTnI8/37YeHxO4Dntym3LXAJ\nsFkfdRcvy3gZU9+jTv6j8HhH4INtym0AfB3YpY+YBpHT5/a9wuM9eoyhX58G3lV4Phf4FlPnu2jn\n4MLjyxjecqeSNOO4SoIkaRx8ntBQeWt8/heEIeHnAz8i/Kr8JI2hyXsQroOuD1P+wSiDLUG9ofQm\nYB9Cx8GNhF+9dyO8D8Vrti8G/rVDfbm9f58EjiWsMrA+8GPgi4TOgYeALYEXxzLzgLsIr/+wHur+\nRqx/PcJKDNfF2x+AVbHMGuAtTF0B4FLCUPa94vOTgRcQGul3E1Zp2Ac4njDq4XpgBe07O8qQy+f2\nS+A2wpwNswi5eX5JdRd9hjAHxVmEXJ8LXAi8lqmdFs0OLTz++hDikiRJkpTIYkIjYTVTf3lu5R8I\ns9mv7uO2CvirNvVNFsp9qMd4i3Uf2EP5RU3HtNMcy9GExmC313cFodHdixzev7p39Xj+ewkN4S8X\ntp3dpe5j6P7ebdviuJ0IK010i+k38fhJenv9/eZMs7I/t0F8sFB3r43yYjz95MdbCfHXj10GHN6m\n7LMK5R6mv3krJEldeEmCJCm1NYVbN6cAzwW+Ajze4Zg1hOu/LyD8Ovm1Es7d6rhey/Z7DMC/EYZa\nX9fmuEcIv4IfzNSJ/jrJ5f2DMAT9dbRfAm85oWG6G3AtU9/Hbs4h/PL/mXjsQ4TRAN3ivQXYnzDS\noZVlhM6KPQijHvp5/YO+T1D+5zaIL9IY6v8Kpk622ckgr/v/Am8rHLsO4ZKRVp0GRxcenwc80ee5\nJEkd9LPckCRJOVmHcJ3/9sDm8fmjhOHjtwA3pwttIJM0fn2uMXWiv12B3YGnEBpEtxNGYyyfxvly\nef9mEYb6704YWv9QjOFypi51OGoLCZ/HVoT3+S7C9fFLE8YEaT+3swmXiQCcAPzzEM/Vi9mEDqen\nEUYY7Ey4dEKSJEmSKmWSwYf3S6PwLBqXetxK+pGqR9H4N/OVxLFIkiRJ0tBMYoeB8vd5Gnl6VOJY\nro1xLGfqJKCSJEmSVCmT2GGg/G0NLCHk6U2kG2XwWhr/Xj6RKAZJkiRJGolJ7DDQeDiBxkoMxyc4\n/xzCfA2rCMtlbpggBkmSJEkamUnsMJAkSRmZkzoASZIETG/ZPUmSJEmSJEmSJEmSJEmSJEmSJEmS\nJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmS\nJEmSJEmSJEmSJE3L/wMgMRGtpytjuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1090eaa10>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 333,
       "width": 518
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABA0AAAKlCAYAAACg4hVUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1090eacd0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 338,
       "width": 518
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp = np.linspace(1.,1000,200)\n",
    "calc.get_debye(temp,alat=5.65,kgrid=(4,4,4))\n",
    "calc.get_therm_cond(temp,alat=5.65,tau=50.,x=\"x\",y=\"y\",kgrid=(4,4,4),koff=(0,0,0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
